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Short Biography
Dr.
Eugene Santos, Jr. received his B.S. ('85) in Mathematics and Computer
Science from Youngstown State University, a M.S. ('86) in Mathematics
(specializing in Numerical Analysis) from Youngstown State University, as
well as Sc.M. ('88) and Ph.D. ('92) degrees in
Computer Science from Brown University. He is currently Professor of Engineering
in the Thayer School of
Engineering at Dartmouth College,
Hanover, NH. His areas of research interest include artificial intelligence,
intent inferencing, social and cultural modeling,
computational social science, automated reasoning, decision science,
adversarial reasoning, user modeling, natural language processing,
probabilistic reasoning, and knowledge engineering, verification and
validation, protein folding, virtual reality, and active user interfaces. He
is a Fellow of the IEEE and currently, Editor-in-Chief for the IEEE Transactions on Systems,
Man, and Cybernetics: Part B, an associate editor for the International Journal of
Image and Graphics, and is also on the editorial advisor board for System and Information Sciences
Notes and on the editorial boards for Journal
of Intelligent Information Systems and Journal of
Experimental and Theoretical Artificial Intelligence. He also has
many hobbies including volleyball, music composition, wood working, science
fiction, raising goldfish and Koi, and Chinese culture. He was born in 1968
in Columbus, Ohio.
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Selected Active Research Grants (as of August 2011)
- (PI:) Santos, Eugene, Jr., “Games, Information and
Deception Exploitation for Adversarial Network Systems,” Air
Force Office of Scientific Research (via the University of California,
San Diego), Grant No. FA9550-10-1-0499, $365k, 7/2010 - 6/2013.
- Granger, Richard et al., "Modular Social
Intelligence for Teaming and Coalition Adaptation of Heterogeneous
Autonomous Cooperative Agents," Department of Defense, MURI,
$5.6M, 5/2008 - 4/2013.
- (PI:) Santos, Eugene, Jr., "A Framework for Adversarial
Social Networks," Defense Threat Reduction Agency (via University
of Texas - El Paso), Competitive Supplement, Grant No.
HDTRA1-10-1-0096, $128k, 8/2010 - 11/2012.
- (PI:) Santos, Eugene, Jr., "Modeling the Processes and
Factors Underlying Changes in Opinions and Behavior," Air Force
Office of Scientific Research, Grant No. FA9550-09-1-0716, $634k,
10/2009 - 9/2012.
- Cybenko, George V. and (co-PI:)
Santos, Eugene, Jr., “Checkpoint Analysis and Assessment,”
Office of Border Patrol (DHS/CBP) (via the University of Texas at El
Paso), $225k, 10/2010 - 9/2012.
- (PI:)
Santos, Eugene, Jr., “Socio-Cultural Knowledge in Dynamic/Real-Time
Information Processing,” US Army Space & Missile Defense Command
(via the University of Texas at El Paso), $170k, pending final contracting,
6/2011 - 5/2012.
- (PI:) Santos, Eugene, Jr. and (co-PI:)
Rosen, Joseph, "Complex Adaptive Problem Solving for Teams in
Critical Care Environments," Office of Naval Research, Grant
No. N00014-08-1-0879, $570k, 6/2008 - 5/2012.
- (PI:)
Santos, Eugene, Jr., “Social Networks and Network Centric
Operations,” Army Research Lab (via the University of Texas at El
Paso), pending final contracting, $100k, 1/2011 - 12/2011.
- (PI:) Santos, Eugene, Jr., “Intent-Driven Behavioral
Modeling of Cross-Border Epidemic Spread,” Department of Homeland
Security (via the University of Texas at El Paso), Grant No.
2008-ST-061-BS0001-03, $144k, 7/2010 - 12/2011.
- (PI:) Santos, Eugene, Jr., "On Insider Threats,
Deception, and User Modeling," Air Force Office of Scientific
Research, Grant No. FA9550-07-1-0050, $396k, 12/2006 - 11/2011.
- (PI:) Santos, Eugene, Jr. and (co-PI:)
Poulin, Chris, “Dartmouth Metalearning Working Group,” IARPA/Department of
the Interior, Grant No. N10PC20221, $598k, 8/2010 - 8/2011.
Research Areas and Selected
Publications (as
of August 2011)
Adversarial
Modeling and Intent
- Pioch, Nicholas J., Melhuish,
James, Seidel, Andy, Santos, Eugene, Jr., and Li, Deqing,
"Adversarial Intent Modeling Using Embedded Simulation and Temporal
Bayesian Knowledge Bases," Proceedings of the SPIE Defense &
Security Symposium, Vol. 7348, pp. 0E-1-0E-12, Orlando, FL, 2009.
- Santos, Eugene, Jr., McQueary,
Bruce, and Krause, Lee, "Modeling Adversarial Intent for Interactive
Simulation and Gaming: The Fused Intent System," Proceedings of
the SPIE: Defense & Security Symposium, Vol. 6965, Orlando, FL,
2008.
- Santos, Eugene, Jr., Zhao, Qunhua,
Pratto, Felicia, Pearson, Adam R., McQueary, Bruce, Breeden, Andy, and Krause, Lee,
"Modeling Multiple Communities of Interest for Interactive Simulation
and Gaming: The Dynamic Adversarial Gaming Algorithm Project," Proceedings
of the SPIE: Defense & Security Symposium, Vol:
6564, Orlando, FL, 2007.
- Santos, Eugene, Jr. and Zhao, Qunhua,
"Adversarial Models for Opponent Intent Inferencing,"
in Adversarial Reasoning: Computational Approaches to Reading the
Opponents Mind (Eds. A. Kott and W. McEneaney), pp 1-22, Chapman
& Hall/CRC Computer and Information Science Series, Chapman &
Hall/CRC:Boca Raton, 2006.
- Lehman, Lynn A., Krause, Lee S., Gilmour, Duane A.,
Santos, Eugene, Jr., and Zhao, Qunhua
"Intent Driven Adversarial Modeling," Proceedings of the
Tenth International Command and Control Research and Technology Symposium:
The Future of C2, McLean, VA, 2005.
- Santos, Eugene, Jr. and Negri,
Allesandro, "Constructing Adversarial
Models for Threat Intent Prediction and Inferencing,"
Proceedings of the SPIE Defense & Security Symposium, Vol.
5423, 77-88, Orlando, FL 2004.
- McQueary, Bruce, Krause, Lee, Santos, Eugene, Jr., Wang, Hua, and Zhao, Qunhua,
"Analysis and Visualization of Uncertainty in the Battlespace,"
Proceedings of the 16th IEEE International Conference on Tools with
Artificial Intelligence (ICTAI 2004), 782-784, Boca Raton, FL, 2004.
- Revello, Timothy, McCartney, Robert, and Santos, Eugene, Jr.,
"Multiple Strategy Generation for War Gaming," Proceedings of
the SPIE: Defense & Security Symposium, Vol. 5423, 232-243,
Orlando, FL 2004.
- Santos, Eugene, Jr., "A Cognitive Architecture for
Adversary Intent Inferencing: Knowledge
Structure and Computation," Proceedings of the SPIE: 17th Annual
International Symposium on Aerospace/Defense Sensing and Controls: AeroSense 2003, Vol. 5091, 182-193, Orlando, FL,
2003.
- Surman, Joshua, Hillman, Robert, and Santos, Eugene, Jr.,
"Adversarial Inferencing for Generating
Dynamic Adversary Behavior," Proceedings of the SPIE: 17th Annual
International Symposium on Aerospace/Defense Sensing and Controls: AeroSense 2003, Vol. 5091, 194-201, Orlando, FL,
2003.
- Brown, Scott M., Santos, Eugene, Jr., and Bell,
Benjamin, "Knowledge Acquisition for Adversary Course of Action
Prediction Models," Proceedings of the AAAI 2002 Fall Symposium on
Intent Inference for Users, Teams, and Adversaries, Boston, MA, 2002.
- Bell, Benjamin, Santos, Eugene, Jr., and Brown, Scott
M., "Making Adversary Decision Modeling Tractable with Intent
Inference and Information Fusion," Proceedings of the 11th
Conference on Computer Generated Forces and Behavioral Representation,
535-542, Orlando, FL, 2002.
User
Modeling and Intent
- Santos, Eugene, Jr., Nguyen, Hien,
Wilkinson, John T., Yu, Fei, Li, Deqing, Kim, Keumjoo,
Russell, Jacob, and Olson, Adam, "Capturing User Intent for Analytic
Process," Proceedings of User Modeling, Adaptation, and Personalization
(UMAP 09), 349-354,Trento, Italy, 2009.
- Santos, Eugene, Jr. and Nguyen, Hien,
"Modelling Users for Adaptive Information
Retrieval by Capturing User Intent," Collaborative and Social
Information Retrieval and Access: Techniques for Improved User Modeling (Eds.
M. Chevalier, C. Julien, and C. Soule-Depuy), 88-118, IGI Global, 2009.
- Nguyen, Hien and Santos,
Eugene, Jr., "An Evaluation of the Accuracy of Capturing User Intent
for Information Retrieval," Proceedings of the 2007 International
Conference on Artificial Intelligence (ICAI-07), 341-350, Las Vegas,
NV, 2007.
- Nguyen, Hien and Santos,
Eugene, Jr., "Effects of Prior Knowledge on the Effectiveness of a
Hybrid User Model for Information Retrieval," Proceedings of the
SPIE: Defense & Security Symposium, Vol:
6536, Orlando, FL, 2007.
- Nguyen, Hien, Santos, Eugene,
Jr., Smith, Nathan, and Schuett, Aaron,
"Hybrid User Model for Information Retrieval," Proceedings of
the AAAI Workshop on Modeling Others from Observations (MOO-06),
61-76, Boston, MA, 2006.
- Santos, Eugene, Jr., Zhao, Qunhua,
Nguyen, Hien, and Wang, Hua,
"Impacts of User Modeling on Personalization of Information
Retrieval: An Evaluation with Human Intelligence Analysts," in S. Weibelzahl, A. Paramythis,
and J. Masthoff (Eds.), Proceedings of the
Fourth Workshop on the Evaluation of Adaptive Systems (held in
conjunction with the 10th International Conference on User Modeling
(UM'05)), 27-36, Edinburgh, UK, 2005.
- Nguyen, Hien, Santos, Eugene,
Jr., Zhao, Qunhua, and Wang, Hua,
"Capturing User Intent for Information Retrieval," Proceedings
of the 48th Annual Meeting of the Human Factors and Ergonomics Society
(HFES 2004), 371-375, New Orleans, LA, 2004.
- Nguyen, Hien, Santos, Eugene,
Jr., Zhao, Qunhua, and Lee, Chester,
"Evaluation of Effects on Retrieval Performance for an Adaptive User
Model," Adaptive Hypermedia 2004: Workshop Proceedings - Part I,
193-202, Eindhoven, The Netherlands, 2004.
- Santos, Eugene, Jr., Nguyen, Hien,
Zhao, Qunhua, and Wang, Hua,
"User Modelling for Intent Prediction in
Information Analysis," Proceedings of the 47th Annual Meeting for
the Human Factors and Ergonomics Society (HFES-03), 1034-1038, Denver,
CO, 2003.
- Santos, Eugene, Jr., Nguyen, Hien,
Zhao, Qunhua, and Pukinskis,
Erik, "Empirical Evaluation of Adaptive User Modeling in a Medical
Information Retrieval Application," Lecture Notes in Artificial
Intelligence 2702: User Modeling 2003 (Eds. P. Brusilovsky,
A. Corbett, and F. de Rosis), 292-296, Springer,
2003.
- Santos, Eugene, Jr., Nguyen, Hien,
and Brown, Scott M., "Kavanah: An Active
User Interface Information Retrieval Application," Proceedings of
the 2nd Asia-Pacific Conference on Intelligent Agent Technology,
412-423, 2001.
- Lee, Jung-Jin, McCartney, Robert, and Santos, Eugene,
Jr., "Learning and Predicting User Behavior for Particular Resource
Use," Proceedings of the 14th International FLAIRS Conference,
177-181, Orlando, FL, 2001.
- Santos, Eugene and Brown, Scott M., "Interfacing
the Human into Intelligent Information Systems," Proceedings of
the SPIE 14th Annual: 14th Annual International Symposium on
Aerospace/Defense Sensing and Controls: AeroSense
2000, Vol. 4055, 489-509, Orlando, FL, 2000.
- Brown, Scott M. and Santos, Eugene, Jr., "Active
User Interfaces for Building Decision-Theoretic Systems," Proceedings
of the 1st Asia-Pacific Conference on Intelligent Agent Technology,
244-253, Hong Kong, 1999.
- Santos, Eugene, Jr., Brown, Scott M., Lejter, Moises, Ngai, Grace, Banks, Sheila B., and Stytz,
Martin R., "Dynamic User Model Construction with Bayesian Networks
for Intelligent Information Queries," Proceedings of the 12th
International FLAIRS Conference, 3-7, Orlando, FL, 1999.
- Brown, Scott M., Santos, Eugene, Jr., and Banks, Sheila
B., "Utility theory-based user models for intelligent interface
agents," Lecture Notes in Artificial Intelligence 1418: Advances
in Artificial Intelligence - AI '98, 378-392, Springer-Verlag, 1998.
- Brown, Scott M., Santos, Eugene, Jr., Banks, Sheila B.,
and Oxley, Mark, "Using Explicit Requirements and Metrics for
Interface Agent User Model Correction," Proceedings of the Second
International Conference on Autonomous Agents, 1-7, Minneapolis/St.
Paul, MN, 1998.
- Brown, Scott M., Harrington, Robert A., Santos, Eugene,
Jr., and Banks, Sheila B., "User Models, Intelligent Interface Agents
and Expert Systems," Proceedings of the Sixth International
Conference on User Modeling Workshop on Embedding User Models in
Intelligent Applications, 12-16, Sardinia, Italy, 1997.
Medicine
and Intent
- Santos, Eugene, Jr., Kim, KeumJoo,
Yu, Fei, Li, Deqing, Arbogast, Phoebe, Jacob, Jacob, Elizabeth A., Rosen, Joseph,“Modeling and Simulating Dynamic
Healthcare Practices,” to appear in Proceedings of the International Defense and Homeland Security
Simulation Workshop (DHSS 2011), Rome, IT, 2011.
- Santos, Eugene, Jr., Rosen, Joseph, Kim, Keumjoo, Li, Deqing, Yu, Fei, Guo, Yufan, Jacobs, Elizabeth, Shih, Sam, Liu, Jean, and Katona, Lindsay, “Reasoning About Intentions in
Complex Organizational Behavior,” to appear in Theories of Team Cognition: Cross-Disciplinary Perspectives
(Eds. E. Salas, S. Fiore, and M. Letsky), Routledge: Taylor & Francis Group.
- Santos, Eugene, Jr., Rosen, Joseph, Kim, Keumjoo, Yu, Fei, Li, Deqing, Jacobs, Elizabeth, and Katona,
Lindsay, “Patient Care,” in Modeling and Simulation in the Medical and Health Sciences
(Eds. J. A. Sokolowski and C. M. Banks),
147-174, Wiley, 2012.
- Santos,
Eugene, Jr., Kim, Keum Joo,
Yu, Fei, Li, Deqing,
Jacob, Elizabeth, Katona, Lindsay, and Rosen,
Joseph, “A method to improve team performance in the OR through
intent inferencing,” Proceedings of the
7th EUROSIM 2010 Congress on Modelling and
Simulation Vol. 2: Full Papers, Prague, Czech Republic, 2010.
Deception
Detection
- Li, Deqing and Santos,
Eugene, Jr., “Deception Detection in Human Reasoning,” to
appear in Proceedings of the IEEE
International Conference on Systems, Man, and Cybernetics, Anchorage,
AK, 2011.
- Santos, Eugene, Jr. and Li, Deqing,
“Deception Detection in Multi-Agent Systems,” IEEE
Transactions on Systems, Man, and Cybernetics: Part A
40(2), 224-235, 2010.
- Santos, Eugene, Jr., Li, Deqing,
and Yuan, Xiuqing, "On Deception Detection
in Multi-Agent Systems and Deception Intent," Proceedings of the
SPIE: Defense & Security Symposium, Vol. 6965, Orlando, FL, 2008.
- Santos, Eugene, Jr., Zhao, Qunhua,
Johnson, Gregory, Nguyen, Hien, and Thompson,
Paul, "A Cognitive Framework For Information Gathering with Deception
Detection For Intelligence Analysis," Proceedings of the 2005 International
Conference on Intelligence Analysis, McClean,
VA, 2005.
- Thompson, Paul, Santos, Eugene, Jr., Zhao, Qunhua, Johnson, Gregory, and Nguyen, Hien, "Counter Denial and Deception and
Utility-Theoretic Information Retrieval for Intelligence Analysis," Proceedings
of the 2005 International Conference on Intelligence Analysis, McClean, VA, 2005.
- Santos, Eugene, Jr. and Johnson, Gregory, "Toward
Detecting Deception in Intelligent Systems," Proceedings of the
SPIE: Defense & Security Symposium, Vol. 5423, 131-140, Orlando, FL 2004.
- Johnson, Gregory and Santos, Eugene, Jr.,
"Deception Detection in Information Systems I: Activation of
Deception Detection Tactics," Lecture Notes in Computer Science
3060: Advances in Artificial Intelligence - AI '04 (Eds. A. Tawfik and S. Goodwin), 339-354, Springer-Verlag, 2004.
Cultural
Behaviors and Attitudes Modeling (Computational Social Science)
- Santos, Eunice E., Santos, Eugene, Jr., Korah, John, Thompson, Jeremy E., Kim, Keumjoo, eorge, Riya, Gu, Qi, Jurmain, Jacob, Subramanian, Suresh, and Wilkinson,
John T., “Intent-Driven Behavioral Modeling During Cross-Border
Epidemics,” to appear in Proceedings
of the Third IEEE International Conference on Social Computing (SocialCom 2011), Boston, MA, 2011.
- Santos, Eunice, E., Santos, Eugene, Jr., Wilkinson,
John T., Korah, John, Kim, Keumjoo,
Li, Deqing, and Yu, Fei,
“Modeling Complex Social Scenarios using Culturally Infused Social
Networks,” to appear in Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
Anchorage, AK, 2011.
- Pratto, Felicia, Fox, Annie, Pitpitan,
Eileen, Tan, Judy, Huntington, Amy, Santos, Jr., Eugene, Ravishanker, Nalini and
Pearson, Adam, “The efficacy of terrorism and counter-terrorism in the
second intifada: An intergroup approach,” Paper presented at the
annual meeting of the ISPP 32nd Annual Scientific Meeting, Trinity
College, Dublin, Ireland, Jul 14, 2009. http://www.allacademic.com/meta/p370518
index.html
- Santos, Eunice E., Santos, Eugene, Jr., Wilkinson, John
T., and Xia, Huadong, “On a Framework for
the Prediction and Explanation of Changing Opinions,” Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
1146-1452, San Antonio, TX, 2009.
- Santos, Eunice E., Santos, Eugene, Jr., Pan, Long, and
Wilkinson, John T., "Culturally Infused Social Network
Analysis," Proceedings of the International Conference on
Artificial Intelligence, 449-455, Las Vegas, NV, 2008.
- Santos, Eugene, Jr., Zhao, Qunhua,
Pratto, Felicia, Pearson, Adam R., McQueary, Bruce, Breeden, Andy, and Krause, Lee,
"Modeling Multiple Communities of Interest for Interactive Simulation
and Gaming: The Dynamic Adversarial Gaming Algorithm Project," Proceedings
of the SPIE: Defense & Security Symposium, Vol:
6564, Orlando, FL, 2007.
Insider
Threat
- Santos, Eugene, Jr., Nguyen, Hien,
Yu, Fei, Kim, Keum Joo, Li, Deqing, Wilkinson,
John T., Olson, Adam, and Jacob, Russell, “On Intent-Driven Insider
Threat Detection for Intelligence Analyses,” IEEE Transactions on Systems, Man, and Cybernetics: Part A, in
press.
- Santos, Eugene, Jr., Nguyen, Hien,
Yu, Fei, Kim, Keum Joo, Li, Deqing, Wilkinson,
John T., Olson, Adam, and Jacob, Russell, "Intent-Driven Insider
Threat Detection in Intelligence Analyses," Proceedings of the
2008 IEEE/WIC/ACM International Conference on Web Intelligence and
Intelligent Agent Technology, 345-349, Sydney, Australia, 2008.
Intelligence
Analysis and Decision Support (also see above – Insider Threat &
Deception Detection)
- Nguyen, Hien, Santos, Eugene,
Jr., Jacob, Russell, and Smith, Nathan, “Evaluation of the Impact of
User-Cognitive Styles on Assessment of Text Summarization,” accepted
to IEEE Transactions on Systems,
Man, and Cybernetics: Part A.
- Santos, Eugene, Jr., Nguyen, Hien,
Yu, Fei, Li, Deqing,
and Wilkinson, John T., “Impacts of Analysts Cognitive Styles on the
Analytic Process,” Proceedings of the 2010 IEEE/WIC/ACM
International Conference on Web Intelligence and Intelligent Agent
Technology, 601-610, Toronto, Ontario, Canada, 2010.
- Santos, Eunice E., Santos, Eugene, Jr., Wilkinson, John
T., and Xia, Huadong, “On a Framework for
the Prediction and Explanation of Changing Opinions,” Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
1146-1452, San Antonio, TX, 2009.
- Santos,
Eugene, Jr., Nguyen, Hien, Wilkinson, John T.,
Yu, Fei, Li, Deqing,
Kim, Keumjoo, Russell, Jacob, and Olson, Adam,
“Capturing User Intent for Analytic Process,” Lecture Notes
in Computer Science 5535: Proceedings of the User Modeling, Adaptation,
and Personalization, 17th International Conference (UMAP 2009), 349-
354, Trento, Italy, 2009.
- Santos, Eugene, Jr., Wilkinson, John T., and Santos, Eunice
E., "Bayesian Knowledge Fusion," Proceedings of the 22nd
International FLAIRS Conference, 559-564, Sanibel Island, FL, 2009.
(Runner-Up Conference Best Paper Award)
- Pioch, Nicholas J., Melhuish,
James, Seidel, Andy, Santos, Eugene, Jr., and Li, Deqing,
"Adversarial Intent Modeling Using Embedded Simulation and Temporal
Bayesian Knowledge Bases," Proceedings of the SPIE Defense &
Security Symposium, Vol. 7348, pp. 0E-1-0E-12, Orlando, FL, 2009.
- Santos, Eugene, Jr. and Nguyen, Hien,
"Modelling Users for Adaptive Information
Retrieval by Capturing User Intent," Collaborative and Social
Information Retrieval and Access: Techniques for Improved User Modeling
(Eds. M. Chevalier, C. Julien, and C. Soule-Depuy), 88-118, IGI Global, 2009.
- Zhao, Qunhua, Santos, Eugene,
Jr., Nguyen, Hien, and Mohamed, Ahmed,
"What Makes a Good Summary?," Computational
Methods for Counterterrorism (Eds. S. Argamon
and H. Newton), 33-50, Springer, 2009.
- Nguyen, Hien, Santos, Eugene,
Jr., Jacob, Russell, and Smith, Nathan, "Evaluation of the Effects of
User-Sensitivity on Text Summarization," Proceedings of the 2008
IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent
Agent Technology, 927-931, Sydney, Australia, 2008.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, Korah,
John, Xia, Huadong, Yu, Fei,
and Li, Deqing, "Analyst-Ready Large Scale
Real Time Information Retrieval Tool for E-Governance," E-Government
Diffusion, Policy and Impact: Advanced Issues and Practices (Ed. M. Khosrow-Pour), 268-294, IGI Global, 2008.
Bayesian
Knowledge Ontologies
- Santos, Eugene, Jr. and Jurmain,
Jacob, “Bayesian Knowledge-driven Ontologies,” to appear in Proceedings of the IEEE International
Conference on Systems, Man, and Cybernetics, Anchorage, AK, 2011.
Bayesian
Knowledge-Bases and Bayesian Networks
- Santos, Eugene, Jr., Wilkinson, John T., and Santos,
Eunice E., “Fusing Multiple Bayesian Knowledge Sources,” International Journal of Approximate
Reasoning, in press, available online 6 February 2011.
- Santos, Eugene, Jr., Gu, Qi,
and Santos, Eunice E., “Incomplete Information and Bayesian
Knowledge-Bases,” to appear in Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
Anchorage, AK, 2011.
- Santos, Eugene, Jr., Gu, Qi,
and Santos, Eunice E., “Tuning a Bayesian Knowledge Base,” Proceedings of the 24th International
FLAIRS Conference, 638-643, Palm Beach, FL, 2011.
- Santos, Eugene, Jr., Li, Deqing,
and Wilkinson, John T., “A Framework for Reasoning Under Uncertainty
with Temporal Constraints,” Proceedings of the IEEE International
Conference on Systems, Man, and Cybernetics, 448-454, San Antonio, TX,
2009.
- Santos, Eugene, Jr., Wilkinson, John T., and Santos,
Eunice E., "Bayesian Knowledge Fusion," Proceedings of the
22nd International FLAIRS Conference, 559-564, Sanibel Island, FL,
2009. (Runner-Up Conference Best Paper Award)
- Santos, Eugene, Jr. and Dinh,
Hang T., "Automatic Knowledge Validation for Bayesian Knowledge
Bases," Data and Knowledge Engineering 64, 218-241,
2008.
- Santos, Eugene, Jr. and Dinh,
Hang T., "Consistency of Test Cases in Validation of Bayesian
Knowledge Bases," Proceedings of the 16th IEEE International
Conference on Tools with Artificial Intelligence (ICTAI 2004),
468-475, Boca Raton, FL, 2004.
- Rosen, Tzachi, Shimony, Solomon Eyal, and
Santos, Eugene, Jr., "Reasoning with BKBs - Algorithms and
Complexity," Annals of Mathematics and Artificial Intelligence
40(3-4), 403-425, 2004.
- Santos, Eugene, Jr., Santos, Eugene S., and Shimony, Solomon Eyal,
"Implicitly Preserving Semantics During
Incremental Knowledge Base Acquisition Under Uncertainty," International
Journal of Approximate Reasoning 33(1), 71-94, 2003.
- Zhong, Xiaomin and Santos, Eugene,
Jr., "Directing Genetic Algorithms for Probabilistic Reasoning Through Reinforcement Learning," International
Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 8(2),
167-185, 2000.
- Johnson, Gregory and Santos, Eugene, Jr.,
"Generalizing Knowledge Representation Rules for Uncertain
Knowledge," Proceedings of the 13th International FLAIRS
Conference, 186-190, Orlando, FL, 2000.
- Santos, Eugene, Jr. and Young, Joel D.,
"Probabilistic Temporal Networks: A unified framework for reasoning
with Time and Uncertainty," International Journal of Approximate
Reasoning 20, 263-291, 1999.
- Santos, Eugene, Jr. and Santos, Eugene S., "A
Framework for Building Knowledge-Bases Under
Uncertainty," Journal of Experimental and Theoretical Artificial
Intelligence 11, 265-286, 1999.
- Santos, Eugene, Jr., and Shimony,
Solomon Eyal, "Deterministic Approximation
of Marginal Probabilities in Bayes Nets," IEEE Transactions on
Systems, Man, and Cybernetics Part A: Systems and Humans 28(4),
377-393, 1998.
- Santos, Eugene, Jr., "On Multiple Spline
Approximations for Bayesian Computations," Annals of Mathematics
and Artificial Intelligence 20(1-4), 267-300, 1997.
- Santos, Eugene, Jr., Shimony,
Solomon Eyal, and Williams, Edward, "Hybrid
Algorithms for Approximate Belief Updating in Bayes Nets," International
Journal of Approximate Reasoning 17(2-3), 191-216, 1997.
- Shimony, Solomon Eyal and Santos,
Eugene, Jr., "Exploiting Case-Based Independence for Approximating
Marginal Probabilities," International Journal of Approximate
Reasoning 14(1), 25-54, 1996.
- Santos, Eugene, Jr., "On Linear Potential
Functions for Approximating Bayesian Computations," Journal of the
ACM 43(3), 399-430, 1996.
- Santos, Eugene, Jr., "A Fast Hill-Climbing
Approach Without An Energy Function for Probabilistic Reasoning," Proceedings
of the Fifth IEEE International Conference on Tools in Artificial
Intelligence, 170-179, Cambridge, MA, 1993.
- Santos, Eugene, Jr., "On the Generation of
Alternative Explanations with Implications for Belief Revision," Proceedings
of the Seventh Conference on Uncertainty in Artificial Intelligence,
337-347, Los Angeles, CA, 1991.
- Santos, Eugene S., and Santos, Eugene, Jr.,
"Reasoning with Uncertainty in a Knowledge-Based System," Proceedings
of the Seventeenth International Symposium on Multiple-Valued Logic,
75-81, Boston, MA, 1987.
Knowledge
Engineering and Verification and Validation
- Santos, Eugene, Jr., Wilkinson, John T., and Santos,
Eunice E., “Fusing Multiple Bayesian Knowledge Sources,” International Journal of Approximate
Reasoning, in press, available online 6 February 2011.
- Santos, Eugene, Jr., Gu, Qi,
and Santos, Eunice E., “Incomplete Information and Bayesian
Knowledge-Bases,” to appear in Proceedings
of the IEEE International Conference on Systems, Man, and Cybernetics,
Anchorage, AK, 2011.
- Santos, Eugene, Jr., Gu, Qi,
and Santos, Eunice E., “Tuning a Bayesian Knowledge Base,” Proceedings of the 24th International
FLAIRS Conference, 638-643, Palm Beach, FL, 2011.
- Santos, Eugene, Jr., Wilkinson, John T., and Santos,
Eunice E., "Bayesian Knowledge Fusion," Proceedings of the
22nd International FLAIRS Conference, 559-564, Sanibel Island, FL,
2009. (Runner-Up Conference Best Paper Award)
- Santos, Eugene, Jr. and Dinh,
Hang T., "Automatic Knowledge Validation for Bayesian Knowledge
Bases," Data and Knowledge Engineering 64, 218-241,
2008.
- Santos, Eugene, Jr. and Dinh,
Hang T., "Consistency of Test Cases in Validation of Bayesian
Knowledge Bases," Proceedings of the 16th IEEE International
Conference on Tools with Artificial Intelligence (ICTAI 2004), 468-475,
Boca Raton, FL, 2004.
- Santos, Eugene, Jr., Santos, Eugene S., and Shimony, Solomon Eyal,
"Implicitly Preserving Semantics During
Incremental Knowledge Base Acquisition Under Uncertainty," International
Journal of Approximate Reasoning 33(1), 71-94, 2003.
- Brown, Scott M., Santos, Eugene, Jr., and Bell,
Benjamin, "Knowledge Acquisition for Adversary Course of Action
Prediction Models," Proceedings of the AAAI 2002 Fall Symposium on
Intent Inference for Users, Teams, and Adversaries, Boston, MA, 2002.
- Santos, Eugene, Jr., "Verification and Validation
of Knowledge-Bases Under Uncertainty," Data
and Knowledge Engineering 37, 307-329, 2001.
- Santos, Eugene, Jr., Banks, Sheila B., Brown, Scott M.,
and Bawcom, David J., "Identifying and Handling
Structural Incompleteness for Validation of Probabilistic
Knowledge-Bases," Proceedings of the 12th International FLAIRS
Conference, 506-510, Orlando, FL, 1999.
- Banks, Sheila B., Santos, Eugene, Jr., Dyson, Mark L.,
and Kilpatrick, F. Alex, "Automated Knowledge Acquisition and Dynamic
Curriculum Synthesis for Intelligent Tutoring Systems," Proceedings
of the 20th Interservice/Industry Training
Systems and Education Conference (I/ITSEC'98), Orlando, FL, 1998.
- Brown, Scott M., Santos, Eugene, Jr., and Banks, Sheila
B., "Supporting Incremental Knowledge Elicitation in
Decision-Theoretic Systems," Proceedings of the AAAI Spring
Symposium on Interactive and Mixed-Initiative Decision-Theoretic Systems,14-15,
Palo Alto, CA, 1998.
- Brown, Scott M., Harrington, Robert A., Santos, Eugene,
Jr., and Banks, Sheila B., "User Models, Intelligent Interface Agents
and Expert Systems," Proceedings of the Sixth International
Conference on User Modeling Workshop on Embedding User Models in
Intelligent Applications, 12-16, Sardinia, Italy, 1997.
High
Performance, Intelligent Information Retrieval and Document Processing
- Nguyen, Hien, Santos, Eugene,
Jr., Jacob, Russell, and Smith, Nathan, “Evaluation of the Impact of
User-Cognitive Styles on Assessment of Text Summarization,” accepted
to IEEE Transactions on Systems,
Man, and Cybernetics: Part A.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, and Korah,
John, “A Large-Scale Distributed Framework for Information Retrieval
in Large Dynamic Search Spaces,” to appear in Applied Intelligence, Online First April 27, 2010.
- Santos, Eugene, Jr., Nguyen, Hien,
Yu, Fei, Li, Deqing,
and Wilkinson, John T., “Impacts of Analysts Cognitive Styles on the
Analytic Process,” Proceedings of the 2010 IEEE/WIC/ACM International
Conference on Web Intelligence and Intelligent Agent Technology,
601-610, Toronto, Ontario, Canada, 2010.
- Santos, Eugene, Jr. and Nguyen, Hien,
"Modelling Users for Adaptive Information
Retrieval by Capturing User Intent," Collaborative and Social Information
Retrieval and Access: Techniques for Improved User Modeling (Eds. M.
Chevalier, C. Julien, and C. Soule-Depuy), 88-118, IGI Global, 2009.
- Zhao, Qunhua, Santos, Eugene,
Jr., Nguyen, Hien, and Mohamed, Ahmed,
"What Makes a Good Summary?," Computational
Methods for Counterterrorism (Eds. S. Argamon
and H. Newton), 33-50, Springer, 2009.
- Nguyen, Hien, Santos, Eugene,
Jr., Jacob, Russell, and Smith, Nathan, "Evaluation of the Effects of
User-Sensitivity on Text Summarization," Proceedings of the 2008
IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent
Agent Technology, 927-931, Sydney, Australia, 2008.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, Korah,
John, Xia, Huadong, Yu, Fei,
and Li, Deqing, "Analyst-Ready Large Scale
Real Time Information Retrieval Tool for E-Governance," E-Government
Diffusion, Policy and Impact: Advanced Issues and Practices (Ed. M.Khosrow-Pour), 268-294, IGI Global, 2008.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, Korah,
John, and Xia, Huadong, "IFGM as a Real
Time Information Retrieval Tool for E-governance," International
Journal of Electronic Government Research 4(1), 14-35, 2008.
- Nguyen, Hien and Santos,
Eugene, Jr., "An Evaluation of the Accuracy of Capturing User Intent
for Information Retrieval," Proceedings of the 2007 International
Conference on Artificial Intelligence (ICAI-07), 341-350, Las Vegas,
NV, 2007.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, Korah,
John, Zhao, Qunhua, and Xia, Huadong,
"Applying I-FGM to Image Retrieval and an I-FGM System Performance
Analyses," Proceedings of the SPIE: Defense & Security
Symposium, Vol: 6560, Orlando, FL, 2007.
- Nguyen, Hien and Santos,
Eugene, Jr., "Effects of Prior Knowledge on the Effectiveness of a
Hybrid User Model for Information Retrieval," Proceedings of the
SPIE: Defense & Security Symposium, Vol:
6536, Orlando, FL, 2007.
- Santos, Eugene Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, Korah,
John, Zhao, Qunhua, and Pittkin,
Morgan, "Information retrieval in highly dynamic search spaces,"
Proceedings of the SPIE: Defense & Security Symposium, Vol.
6229, 1-12, Orlando, FL, 2006.
- Nguyen, Hien, Santos, Eugene,
Jr., Smith, Nathan, and Schuett, Aaron,
"Hybrid User Model for Information Retrieval," Proceedings of
the AAAI Workshop on Modeling Others from Observations (MOO-06),
61-76, Boston, MA, 2006.
- Zhao, Qunhua, Santos, Eugene,
Jr., Nguyen, Hien, and Mohamed, Ahmed,
"What Is Needed for a Good Summary?? Two Different Types of Document
Sets Yet Seemingly Indistinguishable to Human Users," Proceedings
of the HICSS-39 Symposium on Skilled Human-Intelligent Agent Performance:
Measurement, Application, and Symbiosis, Kauai, HI, 2006.
- Santos, Eugene, Jr., Santos, Eunice E., Nguyen, Hien, Pan, Long, and Korah,
John, "Large-Scale Distributed Foraging, Gathering, and Matching for
Information Retrieval: Assisting the Geo-Spatial Intelligence
Analyst," Proceedings of the SPIE: Defense & Security
Symposium, Vol. 5803, 66-77, Orlando, FL, 2005.
- Santos, Eugene, Jr., Zhao, Qunhua,
Nguyen, Hien, and Wang, Hua,
"A User Evaluation for User Modeling in an Information Retrieval
Application," in S. Weibelzahl, A. Paramythis, and J. Masthoff
(Eds.), Proceedings of the Fourth Workshop on the Evaluation of
Adaptive Systems (held in conjunction with the 10th International
Conference on User Modeling (UM'05)), 27-36, Edinburgh, UK, 2005.
- Santos, Eugene, Jr., Santos, Eunice E., and Santos,
Eugene S., "Distributed Real-Time Large-Scale Information Processing
and Analysis," Proceedings of the SPIE: Defense & Security
Symposium, Vol. 5421, 161-171, Orlando, FL, 2004.
- Nguyen, Hien, Santos, Eugene,
Jr., Zhao, Qunhua, and Wang, Hua,
"Capturing User Intent for Information Retrieval," Proceedings
of the 48th Annual Meeting of the Human Factors and Ergonomics Society
(HFES 2004), 371-375, New Orleans, LA, 2004.
- Nguyen, Hien, Santos, Eugene,
Jr., Zhao, Qunhua, and Lee, Chester,
"Evaluation of Effects on Retrieval Performance for an Adaptive User
Model," Adaptive Hypermedia 2004: Workshop Proceedings - Part I,
193-202, Eindhoven, The Netherlands, 2004.
- Santos, Eugene, Jr., Mohamed, Ahmed A., and Zhao, Qunhua, "Automatic Evaluation of Summaries Using
Document Graphs," Proceedings of the 42nd Annual Meeting of the
Association for Computational Linguistics (ACL 2004) Workshop on Text
Summarization Branches Out, 66-73, Barcelona, Spain, 2004.
- Santos, Eugene, Jr., Nguyen, Hien,
Zhao, Qunhua, and Wang, Hua,
"User Modelling for Intent Prediction in
Information Analysis," Proceedings of the 47th Annual Meeting for
the Human Factors and Ergonomics Society (HFES-03), 1034-1038, Denver,
CO, 2003.
- Santos, Eugene, Jr., Nguyen, Hien,
Zhao, Qunhua, and Pukinskis,
Erik, "Empirical Evaluation of Adaptive User Modeling in a Medical
Information Retrieval Application," Lecture Notes in Artificial
Intelligence 2702: User Modeling 2003 (Eds. P. Brusilovsky,
A. Corbett, and F. de Rosis), 292-296, Springer,
2003.
- Santos, Eugene, Jr., Nguyen, Hien,
and Brown, Scott M., "Kavanah: An Active
User Interface Information Retrieval Application," Proceedings of
the 2nd Asia-Pacific Conference on Intelligent Agent Technology,
412-423, 2001.
- Santos, Eugene and Brown, Scott M., "Interfacing
the Human into Intelligent Information Systems," Proceedings of
the SPIE 14th Annual: 14th Annual International Symposium on
Aerospace/Defense Sensing and Controls: AeroSense
2000, Vol. 4055, 489-509, Orlando, FL, 2000.
- Santos, Eugene, Jr., Brown, Scott M., Lejter, Moises, Ngai, Grace, Banks, Sheila B., and Stytz,
Martin R., "Dynamic User Model Construction with Bayesian Networks
for Intelligent Information Queries," Proceedings of the 12th
International FLAIRS Conference, 3-7, Orlando, FL, 1999.
Protein
Folding and Computational Biology (Complex Adaptive Systems)
- Santos, Eunice E., Santos, Eugene, Jr., Singhal, Ankit, Guo, Donghang, and Zhao, Qunhua, "Inter-cellular Communication Models for
Effective and Realistic Biological Simulations," 2008 Era of Hope
Proceedings, 204, Baltimore, MD, 2008.
- Kim, Keumjoo, Santos, Eunice
E., and Santos, Eugene, Jr., "Distributed Caching for Parallel
Genetic Algorithms," Proceedings of the SPIE Defense &
Security Symposium, Vol. 6961, Orlando, FL, 2008.
- Guo, Donghang, Singhal, Ankit, Santos,
Eunice E., Santos, Eugene, Jr., and Zhao, Qunhua
"Identifying Key Components of Adaptivity
Modeling for Complex Adaptive Systems Simulation," Proceedings of
the IEEE International Conference on System, Man, and Cybernetics,
272-277, Montreal, Canada, 2007.
- Santos, Eunice E. and Santos, Eugene, Jr.,
"Effective Computational Reuse for Energy Evaluations in Protein
Folding," International Journal of Artificial Intelligence Tools
15(5), 725-739, 2006.
- Santos, Eunice E., Guo, Donghang, Santos, Eugene, Jr., Zhao, Qunhua, and Singha, Ankit, "A Framework for Complex Adaptive
Systems," Proceedings of the 2006 International Conference on
Parallel and Distributed Processing Techniques and Applications (PDPTA-06),
Las Vegas, NV, 2006.
- Santos, Eunice E., Guo, Donghang, Santos, Eugene, Jr., and Onesty,
William, "A Multi-Agent System Environment for Modelling
Cell and Tissue Biology," Proceedings of the International
Conference on Parallel and Distributed Processing Techniques and
Applications (PDPTA 2004), 3-9, Las Vegas, NV, 2004.
- Santos, Eugene, Jr., Kim, Keum
Joo, and Santos, Eunice E., "Local
Minima-Based Exploration for Off-Lattice Protein Folding", Computational
Systems Bioinformatics: CSB 2003, 615-616, Stanford, CA, 2003.
- Santos, Eugene, Jr., Kim, Keum
Joo, and Santos, Eunice E., "Effective
Search of the Energy Landscape for Protein Folding," Lecture Notes
in Computer Science 2723: GECCO 2003, Genetic and Evolutionary Computation
Conference (Eds. E. Cantu-Paz et al.), 642-643, Springer, Chicago, IL,
2003.
- Santos, Eunice E. and Santos, Eugene, Jr.,
"Effective and Efficient Caching in Genetic Algorithms," International
Journal of Artificial Intelligence Tools 10(1-2), 273-301,2001.
Multi-Agent
Systems, Mission Planning, and Logistics
- Zhang, Feng, Santos, Eugene,
Jr., and Luh, Peter B., "A Performance
Study of Multi- Agent Scheduling and Coordination Framework for
Maintenance Networks," IEEE Transactions on Systems, Man, and
Cybernetics: Part C 37(1), 52-65, 2007.
- Santos, Eugene, Jr., DeLoach,
Scott, and Cox, Michael T., "Achieving Dynamic, Multi-Commander,
Multi-Mission Planning and Execution," Applied Intelligence 25(3),
333-354, 2006.
- Zhang, Feng, Mawardi, Andryas, Santos,
Eugene, Jr., Pitchumani, Ranga,
and Achenie, Luke, "Examination of
Load-Balancing Methods to Improve Efficiency of a Composite Materials
Manufacturing Process Simulation Under Uncertainty using Distributed
Computing," Future Generation Computer Systems 22(5),
571-587, 2006.
- Santos, Eugene, Jr., Zhang, Feng,
and Luh, Peter B., "Intra-Organizational
Logistics Management through Multi-Agent Systems," Electronic
Commerce Research 3(3-4), 337-364, 2003.
- Saba, G. Mitchell and Santos, Eugene, Jr., "The
Multi-Agent Distributed Goal Satisfaction System," Proceedings of
the International ICSC Symposium on Multi-Agents and Mobile Agents in
Virtual Organizations and E-Commerce (MAMA 2000), 389-394, Wollongong,
Australia, 2000.
- Stytz, Martin R., Banks, Sheila B., Hutson,
Larry J., and Santos, Eugene, Jr., "An Architecture to Support Large
Numbers of Computer-Generated Actors for Distributed Virtual
Environments," Presence 7(6), 588-616, 1998.
Optimization
and Search
- Kim, Keumjoo, Santos, Eunice
E., and Santos, Eugene, Jr., "Distributed Caching for Parallel
Genetic Algorithms," Proceedings of the SPIE Defense &
Security Symposium, Vol. 6961, Orlando, FL, 2008.
- Zhang, Feng, Santos, Eugene,
Jr., and Luh, Peter B., "A Performance
Study of Multi- Agent Scheduling and Coordination Framework for
Maintenance Networks," IEEE Transactions on Systems, Man, and
Cybernetics: Part C 37(1), 52-65, 2007.
- Santos, Eugene, Jr., Santos, Eunice E., and Kim, Keum Joo "Satisfying
Constraint Sets Through Convex Envelope," Journal of Experimental
and Theoretical Artificial Intelligence 18(3), 413-432, 2006.
- Zhong, Xiaomin and Santos, Eugene,
Jr., "Analyzing the Impact of Knowledge on Algorithm Performance in
Discrete Optimization," Computational Modeling and Problem Solving
in the Networked World: Interfaces in Computing and Optimization (Eds.
H. K. Bhargava and N. Ye), 139-153, Kluwer
Academic, 2003.
- Santos, Eugene, Jr. and Zhong,
Xiaomin, "Genetic Algorithms and
Reinforcement Learning for the Tactical Fixed Interval Scheduling
Problem," International Journal of Artificial Intelligence Tools
10(1-2), 23-38, 2001.
- Santos, Eunice E. and Santos, Eugene, Jr.,
"Effective and Efficient Caching in Genetic Algorithms," International
Journal of Artificial Intelligence Tools 10(1-2), 273-301,
2001.
- Santos, Eugene, Jr., "A Computational Model for
Portfolios of Cooperative Heterogeneous Algorithms for Discrete
Optimization," Proceedings of the 14th International FLAIRS
Conference, 525-529, Orlando, FL, 2001.
- Zhong, Xiaomin and Santos, Eugene,
Jr., "Directing Genetic Algorithms for Probabilistic Reasoning Through Reinforcement Learning," International
Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 8(2),
167-185, 2000.
- Santos, Eugene, Jr., Shimony,
Solomon Eyal, and Williams, Edward M.,
"Solving Hard Computational Problems Through Collections (Portfolios)
of Cooperative Heterogeneous Algorithms," Proceedings of the 12th
International FLAIRS Conference, 356-360, Orlando, FL, 1999.
- Williams, Edward, Santos, Eugene, Jr., and Shimony, Solomon Eyal,
"Experiments with Distributed Anytime Inferencing:
Working with Cooperative Algorithms," Proceedings of the AAAI
Workshop on Building Resource-Bounded Reasoning Systems, 86-91,
Providence, RI, 1997.
Manufacturing,
Scheduling, Computational Chemistry/Physics, and Materials
- Zhang, Feng, Santos, Eugene,
Jr., and Luh, Peter B., "A Performance
Study of Multi-Agent Scheduling and Coordination Framework for Maintenance
Networks," IEEE Transactions on Systems, Man, and Cybernetics:
Part C 37(1), 52-65, 2007.
- Acquah, Charles, Mawardi, Andryas, Achenie, Luke, Pitchumani, Ranga, and
Santos, Eugene, Jr., "Optimization of an Optical Fiber Drawing
Process Under Uncertainty," Industrial
& Engineering Chemistry Research 45(25), 8475-8483, 2006.
- Acquah, Charles, Datskov, Ivan, Mawardi, Andryas, Zhang, Feng, Achenie, Luke, Pitchumani, Ranga, and
Santos, Eugene, Jr., "Optimization Under Uncertainty of a Composite
Fabrication Process Using a Deterministic One-Stage Approach," Computers&
Chemical Engineering 30(6-7), 947-960, 2006.
- Zhang, Feng, Mawardi, Andryas, Santos,
Eugene, Jr., Pitchumani, Ranga,
and Achenie, Luke, "Examination of
Load-Balancing Methods to Improve Efficiency of a Composite Materials
Manufacturing Process Simulation Under Uncertainty using Distributed
Computing," Future Generation Computer Systems 22(5),
571-587, 2006.
- Luh, Peter B., Michel, Laurent, Santos, Eugene, Jr., Yu, Danqing, See, Andrew, Xiong,
Bo, Johnson, Greg, and Chang, Shi Chung, "Coherent Configuration and
Operation of Building Transportation Systems," Proceedings of the
IEEE International Conference on Automation Science and Engineering,
178-184, Edmonton, CA, 2005.
Cost-Based
Abduction
- Santos, Eugene, Jr., and Santos, Eugene S.,
"Polynomial Solvability of Cost-Based Abduction," Artificial
Intelligence 86(1), 157-170, 1996.
- Santos, Eugene, Jr., "Unifying Time and
Uncertainty for Diagnosis," Journal of Experimental and
Theoretical Artificial Intelligence 8(1), 75-94, 1996.
- Santos, Eugene, Jr., "A Linear Constraint
Satisfaction Approach to Cost-Based Abduction," Artificial
Intelligence 65(1), 1-28, 1994.
- Santos, Eugene, Jr., "Modelling
Cyclicity and Generalized Cost-Based Abduction
Using Linear Constraint Satisfaction," Journal of Experimental and
Theoretical Artificial Intelligence 5(4), 359-390, 1993.
- Charniak, Eugene, and Santos, Eugene, Jr., "Dynamic MAP
Calculations for Abduction," Proceedings of the Tenth National
Conference on Artificial Intelligence, 552-557, San Jose, CA, 1992.
- Santos, Eugene, Jr., "Cost-Based Abduction,
Constraint Systems and Alternative Explanations," Proceedings of
the AAAI Workshop Towards Domain-Independent
Strategies for Abduction, Anaheim, CA, 1991.
Connectionist
Language Processing
- Santos, Eugene, Jr., "A Structured Neural Network
Approach to Robust Parsing," Proceedings of the AAAI Spring
Symposium on Connectionist Natural Language Processing, Stanford, CA,
1991.
- Charniak, Eugene and Santos, Eugene, Jr., "A Context-Free
Connectionist Parser Which is not Connectionist, But Then it is not Really
Context-Free Either," Advances in Connectionist and Neural
Computation Theory: High-Level Connectionist Models (Eds. J. Barnden and J. Pollack), Ablex
Publishing, 123-134, 1991.
- Santos, Eugene, Jr., "A Massively Parallel
Self-Tuning Context-Free Parser," Advances in Neural Information
Processing Systems, Volume 1, 537-544, Morgan Kaufmann, 1989.
- Charniak, Eugene, and Santos, Eugene, Jr., "A
Connectionist Context-Free Parser Which is not Context-Free, But Then it
is not Really Connectionist Either," Proceedings of the Ninth
Annual Conference of the Cognitive Science Society, 70-77, Seattle,
WA, 1987.
Selected papers can be found for download on the main Distributed
Information and Intelligence Analysis Group website: http://di2ag.thayer.dartmouth.edu/
Family of Graduate Students (Thesis work only)
- Baenen, Eric P., Generalized Probabilistic Reasoning and Empirical
Studies on Computational Efficiency and Scalability, M.S., 1994.
- Banks, Darwyn, Acquiring Consistent Knowledge for Bayesian
Forests, M.S., 1995.
(Winner of Mervin E. Gross Award for Best Master's
Thesis)
- Wright, Charles, Implementing an Elicitor-Harvester for the
Automatic Reuse of Software Components, M.S., 1995.
- Wu, Chia-Long, Temporal Reasoning Based on a Probabilistic
Framework, M.S., 1995.
- Northrop, Shawn, Deriving Optimal Solutions from Incomplete
Knowledge Bases, M.S., 1995.
- Gleason, Howard, Probabilistic Knowledge Base Validation, M.S.,
1995.
- Benslay, James L., A Domain Independent Framework for Developing
Knowledge Based Computer Generated Forces, M.S., 1996.
- Borghetti,
Brett J., Inference Algorithm
Performance and Selection Under Constrained Resources,
M.S., 1996.
- Conrad, David M., Data-Driven Process Discovery: A Discrete Time
Algebra for Relational Signal Analysis, M.S., 1996.
- Lyle, Louise J., A Test-Case Based Approach to Bayesian Knowledge
Base Incompleteness, M.S., 1996.
- Young,
Joel D., On Unifying Time and
Uncertainty: Probabilistic Temporal Networks, M.S., 1996.
(Winner of Mervin E. Gross Award for Best Master's
Thesis)
- Stein, Daniel J. III, (co-advised with Sheila B. Banks), Data-Mining for
Bayesian Knowledge-Bases, M.S., 1996.
- Harrington, Robert A., (co-advised with Sheila B. Banks), Utilizing
Bayesian Techniques for User Interface Intelligence, M.S., 1996.
- Williams, Edward, Dynamic Distributed Anytime Inferencing,
Ph.D., 1997.
- Dyson, Mark, Concept Vectors: A Synthesis of Concept Mapping
and Matrices for Knowledge Representation in Intelligent Tutoring Systems,
M.S., 1997.
- Brown, Scott M., A Decision Theoretic Approach for Interface Agent Development,
Ph.D., 1998.
- Bhogte, Parag, Parameterizable
Fuzzy Operator Skills, M.S., 1999.
- Johnson, Greg, Noisy Counter: A Framework for Generalizing
Knowledge Representation Rules for Uncertain Knowledge, M.S., 2003.
- Kaiser, Markus, Distributed Goal Satisfaction, M.S., 2003.
- Zhong, Xiaomin, The Impact of
Knowledge on Algorithm Performance in Discrete Optimization, Ph.D.,
2004.
(Awarded Sigma Xi Grant-in-Aid of Research)
- Negri, Allesandro, Bayesian Templates, M.S., 2005.
- Nguyen Thi,
Minh Hien, Capturing User Intent for Information Retrieval,
Ph.D., 2005.
(AAAI Doctoral Consortium 2004)
- Yuan, Xiuqing, Deception Detection in Multi-Agent System and
War-Gaming, M.S., 2007.
- McEvoy,
Kiley,
Project CASIE: Cognitive Architecture Studies, Implementations, and
Experiment, M.S., 2007.
- Kim, KeumJoo, An effective distributed caching
strategies for partial result reuse in solving discrete
optimization problems, Ph.D., 2009.
- Wilkinson, John T., Adversarial Social Network
Fragments, Ph.D., on leave.
- Yu, Fei, User Modeling and
Information Retrieval, Ph.D., in progress.
- Li, Yuki (Deqing), Adversarial
and Deception Intent, Ph.D., in progress.
- Jurmain, Jacob, Bayesian Knowledge Ontologies, Ph.D.,
in progress.
- Gu, Tracy (Qi), Bayesian Machine Learning, Ph.D.,
in progress.
- Thompson, Jeremy, Opinion Diversity, PhD., on leave.
- Russell, Jacob, Ph.D., in progress.
- Zhang, Yuxi, Ph.D., in
progress.
- Jones, Curtis, Ph.D., in progress.
Research Scientists and Postdoctoral Fellows
- Dr. KeumJoo Kim
- Dr. Xiuqing Yuan
- Dr. Qunhua Zhao
- Dr. Paul Thompson
- Dr. Jung-Jin Lee
Other Affiliations